Essays about: "objective of reward"

Showing result 1 - 5 of 31 essays containing the words objective of reward.

1. 1. Smart Tracking for Edge-assisted Object Detection : Deep Reinforcement Learning for Multi-objective Optimization of Tracking-based Detection Process

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Shihang Zhou; [2023]
   Keywords : Tracking-By-Detection; Deep Reinforcement Learning; Multi-Objective Optimization; Spårning genom detektion; Djup förstärkningsinlärning; Multiobjektiv optimering;

   Abstract : Detecting generic objects is one important sensing task for applications that need to understand the environment, for example eXtended Reality (XR), drone navigation etc. However, Object Detection algorithms are particularly computationally heavy for real-time video analysis on resource-constrained mobile devices. READ MORE

3. 2. Cooperative Modular Neural Networks for Artificial Intelligence in Games : A Comparison with A Monolithic Neural Network Regarding Technical Aspects and The Player Experience

   University essay from Blekinge Tekniska Högskola/Fakulteten för datavetenskaper

   Author : Emil Högstedt; Ove Ødegård; [2023]
   Keywords : Neural Network; Modularization; Sensor; Reinforcement Learning; Supervised Learning; Neuralt Nätverk; Modulärisering; Sensor; Förstärkningsinlärning; Väglett Lärande;

   Abstract : Recent years have seen multiple machine-learning research projects concerning agents in video games. Yet, there is a disjoint between this academic research and the video game industry, evidenced by the fact that game developers still hesitate to use neural networks (NN) due to lack of clarity and control. READ MORE

4. 3. Intelligent autoscaling in Kubernetes : the impact of container performance indicators in model-free DRL methods

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Tommaso Praturlon; [2023]
   Keywords : Cloud computing; container autoscaling; resource optimisation; Deep Reinforcement Learning; Actor-Critic; Kubernetes; service mesh; Cloud computing; container autoscaling; Optimering av resurser; Deep Reinforcement Learning; Actor-Critic; Kubernetes; service mesh;

   Abstract : A key challenge in the field of cloud computing is to automatically scale software containers in a way that accurately matches the demand for the services they run. To manage such components, container orchestrator tools such as Kubernetes are employed, and in the past few years, researchers have attempted to optimise its autoscaling mechanism with different approaches. READ MORE

5. 4. A Generic Model of Motivation in Artificial Animals Based on Reinforcement Learning

   University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

   Author : Birger Kleve; Pietro Ferrari; [2022-05-06]
   Keywords : reinforcement; learning; reward; shaping; animat; homeostasis; ecosystem; motivation;

   Abstract : This thesis is a part of a broader research project at Chalmers University of Technology focused on ecosystems’ simulations using reinforcement learning artificial animals, called animats. The scope of this project is to provide animats with a reward signal which should ultimately drive animats’ learning towards adaptation of their environment. READ MORE

6. 5. Sustainable Investing: Effects on Portfolio Returns and Risk in a Nordic Setting

   University essay from Handelshögskolan i Stockholm/Institutionen för finansiell ekonomi

   Author : Max Junestrand; Benjamin Wahlstedt; [2022]
   Keywords : ESG; Sustainable Finance; Corporate Social Responsibility; SRI; Sustainability Rating;

   Abstract : ESG investing has gone from niche to mainstream, with the total AUM assigned to ESG-tilted portfolios growing by the day. The objective of this paper is to understand how the return and risk performance of Nordic mutual and exchange-traded funds differ based on sustainability ratings, as there is no consensus in the risk/reward payoff in ESG investing. READ MORE